From Architecture
to Production.
We design, build, and deploy AI systems for enterprises. Agentic workflows, intelligent automation, and custom solutions, engineered for your operations.
Our team
Solutions
What we build
AI systems deployed across industries and operational domains.
Services
End-to-end delivery
Every engagement is scoped to your operations, infrastructure, and team. We stay until the system is running and your team owns it.
Strategy & Roadmapping
Assess where AI fits your operations. Technical readiness, ROI modeling, and a prioritized roadmap.
System Architecture
Multi-agent orchestration, tool integration, memory, and reliability patterns. Designed for your infrastructure.
Custom AI Development
Production-grade AI systems built to your workflows. Iterative development from prototype through deployment.
Team Enablement
Your team owns what we build. Documentation, training sessions, and hands-on workshops included in every engagement.
Results
Selected work
Engagements across industries. Client details anonymized.
Financial ServicesAutomated Due Diligence
Built a system that processes investment memos, extracts key data points, and generates preliminary risk assessments. Fully autonomous.
Days → hours
Processing time
96%+
Accuracy
Eliminated
Manual review
HealthcareClinical Document Processing
Deployed agents that extract and normalize data from unstructured clinical notes while maintaining HIPAA compliance.
10K+ docs/day
Throughput
-85%
Manual review
HIPAA maintained
Compliance
Legal TechContract Analysis Engine
Created a multi-agent system that reviews contracts, identifies risk clauses, and suggests negotiation points.
Hours → minutes
Review speed
Auto-flagged
Risk clauses
Thousands/month
Volume
Why KNMarkov
Why KNMarkov
Our name combines K/N notation from machine learning with Markov Decision Processes: the mathematical foundations behind intelligent, decision-making systems.
We believe in systems that are principled, observable, and reliable. No black boxes, no magic. Just sound engineering.
Work with us
Deep technical expertise
Our team has built AI systems at scale across finance, healthcare, and enterprise technology. We understand production deployments.
No consulting theater
We write code, deploy systems, and stand behind what we build. Every engagement ends with working software in production.
Enterprise-grade reliability
Observability, error handling, graceful degradation, security controls. Systems that operations teams can actually maintain.
Knowledge transfer included
We don't create dependencies. Every project includes documentation, training, and hands-on sessions for your teams.
How We Work
How an engagement works
A structured process from discovery through handoff. Each phase builds on the previous.
Discovery
Deep dive into your operations, data landscape, and strategic objectives. We identify high-impact opportunities.
Architecture
Design systems with clear interfaces, explicit reasoning paths, and scaling strategies. Every decision is documented.
Build
Iterative development with production-grade code from day one. Continuous feedback loops ensure alignment.
Deploy & Transfer
Launch with comprehensive observability, runbooks, and knowledge transfer. Your team owns the system.
Let's Talk
Ready to build?
Tell us what you're working on. We'll tell you how AI can help.
We work with teams in financial services, healthcare, legal, insurance, and enterprise technology.